{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Decision Regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A function for plotting decision regions of classifiers in 1 or 2 dimensions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> from mlxtend.plotting import plot_decision_regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "- "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1 - Decision regions in 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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P0pwShCS0jx60tJTS0lJOQ/3d7G64F+fKNIogIv1eLJ0Sb513K6PyRrH+1vW8/533WX/r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\n7KUIpS+tq6nhjGuugW4+vMnL44lrr03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53wJWSppMuh3v3aS7bD5Z16gaVO4hHAcsjojW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105f81fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlxtend.plotting import plot_decision_regions\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Loading some example data\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, [0, 2]]\n",
    "y = iris.target\n",
    "\n",
    "# Training a classifier\n",
    "svm = SVC(C=0.5, kernel='linear')\n",
    "svm.fit(X, y)\n",
    "\n",
    "\n",
    "# Plotting decision regions\n",
    "plot_decision_regions(X, y, clf=svm, \n",
    "                      res=0.02, legend=2)\n",
    "\n",
    "# Adding axes annotations\n",
    "plt.xlabel('sepal length [cm]')\n",
    "plt.ylabel('petal length [cm]')\n",
    "plt.title('SVM on Iris')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2 - Decision regions in 1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w51dzqKypXDHv3BvnUlhSoHFaI5U1lSx+bDEL/rYAmmD2L2YTxIoxZv1iFnU1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\nMqQlScopQ1qSpJz6//mEsnZlSPcIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb647b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlxtend.plotting import plot_decision_regions\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Loading some example data\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, 2]\n",
    "X = X[:, None]\n",
    "y = iris.target\n",
    "\n",
    "# Training a classifier\n",
    "svm = SVC(C=0.5, kernel='linear')\n",
    "svm.fit(X, y)\n",
    "\n",
    "# Plotting decision regions\n",
    "plot_decision_regions(X, y, clf=svm, \n",
    "                      res=0.02, legend=2)\n",
    "\n",
    "# Adding axes annotations\n",
    "plt.xlabel('sepal length [cm]')\n",
    "plt.title('SVM on Iris')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 3 - Decision Region Grids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import GaussianNB \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn import datasets\n",
    "import numpy as np\n",
    "\n",
    "# Initializing Classifiers\n",
    "clf1 = LogisticRegression(random_state=1)\n",
    "clf2 = RandomForestClassifier(random_state=1)\n",
    "clf3 = GaussianNB()\n",
    "clf4 = SVC()\n",
    "\n",
    "# Loading some example data\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, [0,2]]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jEDWHa8jOySA9Ix/Ib/VecnIGNYdrIICKL8kmIdxJNnVNMdVJeWfZ6yE71sI3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\niOSU/x+T27pZtNK5XwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f5b1d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mlxtend.plotting import plot_decision_regions\n",
    "import matplotlib.gridspec as gridspec\n",
    "import itertools\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "labels = ['Logistic Regression', 'Random Forest', 'Naive Bayes', 'SVM']\n",
    "for clf, lab, grd in zip([clf1, clf2, clf3, clf4],\n",
    "                         labels,\n",
    "                         itertools.product([0, 1], repeat=2)):\n",
    "\n",
    "    clf.fit(X, y)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=X, y=y, clf=clf, legend=2)\n",
    "    plt.title(lab)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 4 - Highlighting Test Data Points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SpjJ35gJJEIQQT6WtS7aSlJjE5OWTsXeyz7JS4m+rfuPs8bM4VHVI04ZjTUewBD9fP0kQ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea67e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlxtend.plotting import plot_decision_regions\n",
    "from mlxtend.preprocessing import shuffle_arrays_unison\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "\n",
    "# Loading some example data\n",
    "iris = datasets.load_iris()\n",
    "X, y = iris.data[:, [0,2]], iris.target\n",
    "X, y = shuffle_arrays_unison(arrays=[X, y], random_seed=3)\n",
    "\n",
    "X_train, y_train = X[:100], y[:100]\n",
    "X_test, y_test = X[100:], y[100:]\n",
    "\n",
    "# Training a classifier\n",
    "svm = SVC(C=0.5, kernel='linear')\n",
    "svm.fit(X_train, y_train)\n",
    "\n",
    "# Plotting decision regions\n",
    "plot_decision_regions(X, y, clf=svm, res=0.02, \n",
    "                      legend=2, X_highlight=X_test)\n",
    "\n",
    "# Adding axes annotations\n",
    "plt.xlabel('sepal length [cm]')\n",
    "plt.ylabel('petal length [cm]')\n",
    "plt.title('SVM on Iris')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 5 - Evaluating Classifier Behavior on Non-Linear Problems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import GaussianNB \n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# Initializing Classifiers\n",
    "clf1 = LogisticRegression(random_state=1)\n",
    "clf2 = RandomForestClassifier(n_estimators=100, \n",
    "                              random_state=1)\n",
    "clf3 = GaussianNB()\n",
    "clf4 = SVC()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Loading Plotting Utilities\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "import itertools\n",
    "from mlxtend.plotting import plot_decision_regions\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### XOR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "xx, yy = np.meshgrid(np.linspace(-3, 3, 50),\n",
    "                     np.linspace(-3, 3, 50))\n",
    "rng = np.random.RandomState(0)\n",
    "X = rng.randn(300, 2)\n",
    "y = np.array(np.logical_xor(X[:, 0] > 0, X[:, 1] > 0), \n",
    "             dtype=int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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j44cAXHbZLUycOHlE8xuunGOq8cv5iHvOdIxsJZtq0mr+yUq+UFzODGiomZJV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\nkiRJkmrNUCNJkiSp1gw1kiRJkmrt/wHMACultGi6tQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109c2d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "labels = ['Logistic Regression', 'Random Forest', 'Naive Bayes', 'SVM']\n",
    "for clf, lab, grd in zip([clf1, clf2, clf3, clf4],\n",
    "                         labels,\n",
    "                         itertools.product([0, 1], repeat=2)):\n",
    "\n",
    "    clf.fit(X, y)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=X, y=y, clf=clf, legend=2)\n",
    "    plt.title(lab)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Half-Moons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I/x2hemAp8Avg7q3tbGa7AIuBG4B/Az4G/NzMWp1zf85fM6XcrWpvp6+/f/Dr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i4BBIxhu7VlXQgVs1McKJsKSc+UT2QWokYTCdrj8aGgmW4Mx4RCFTH/ejzyL0it7DalC5uaOGHB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f1b3be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "X, y = make_moons(n_samples=100, random_state=123)\n",
    "\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "labels = ['Logistic Regression', 'Random Forest', 'Naive Bayes', 'SVM']\n",
    "for clf, lab, grd in zip([clf1, clf2, clf3, clf4],\n",
    "                         labels,\n",
    "                         itertools.product([0, 1], repeat=2)):\n",
    "\n",
    "    clf.fit(X, y)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=X, y=y, clf=clf, legend=2)\n",
    "    plt.title(lab)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Concentric Circles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/LgnUVlUR9Ty8WIxfXXzxdlf2hdfvIxbjgSVLNIAoNQZ5ImAM2SAodVGGTTYI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6VbilzaYhrs9LPrgN/6AAnaZpYBvx3k5y1qExQKhbFDYbR2wR9k1o1k2SrAMR4W8Or8ufQle1Ha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7+bCU2TGV8zikxyMlXJQ+nL/oQgnIQUY96KVs9S5Y1FhS/Tn+mltupJ8sUjaJfTUZ2Cjr6A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\nAN5zd9s0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eba9f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_circles\n",
    "X, y = make_circles(n_samples=1000, random_state=123, noise=0.1, factor=0.2)\n",
    "\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "labels = ['Logistic Regression', 'Random Forest', 'Naive Bayes', 'SVM']\n",
    "for clf, lab, grd in zip([clf1, clf2, clf3, clf4],\n",
    "                         labels,\n",
    "                         itertools.product([0, 1], repeat=2)):\n",
    "\n",
    "    clf.fit(X, y)\n",
    "    ax = plt.subplot(gs[grd[0], grd[1]])\n",
    "    fig = plot_decision_regions(X=X, y=y, clf=clf, legend=2)\n",
    "    plt.title(lab)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## plot_decision_regions\n",
      "\n",
      "*plot_decision_regions(X, y, clf, ax=None, X_highlight=None, res=0.02, legend=1, hide_spines=True, markers='s^oxv<>', colors='red,blue,limegreen,gray,cyan')*\n",
      "\n",
      "Plot decision regions of a classifier.\n",
      "\n",
      "Please note that this functions assumes that class labels are\n",
      "labeled consecutively, e.g,. 0, 1, 2, 3, 4, and 5. If you have class\n",
      "labels with integer labels > 4, you may want to provide additional colors\n",
      "and/or markers as `colors` and `markers` arguments.\n",
      "See http://matplotlib.org/examples/color/named_colors.html for more\n",
      "information.\n",
      "\n",
      "**Parameters**\n",
      "\n",
      "- `X` : array-like, shape = [n_samples, n_features]\n",
      "\n",
      "    Feature Matrix.\n",
      "\n",
      "- `y` : array-like, shape = [n_samples]\n",
      "\n",
      "    True class labels.\n",
      "\n",
      "- `clf` : Classifier object.\n",
      "\n",
      "    Must have a .predict method.\n",
      "\n",
      "- `ax` : matplotlib.axes.Axes (default: None)\n",
      "\n",
      "    An existing matplotlib Axes. Creates\n",
      "    one if ax=None.\n",
      "\n",
      "- `X_highlight` : array-like, shape = [n_samples, n_features] (default: None)\n",
      "\n",
      "    An array with data points that are used to highlight samples in `X`.\n",
      "\n",
      "- `res` : float (default: 0.02)\n",
      "\n",
      "    Grid width. Lower values increase the resolution but\n",
      "    slow down the plotting.\n",
      "\n",
      "- `hide_spines` : bool (default: True)\n",
      "\n",
      "    Hide axis spines if True.\n",
      "\n",
      "- `legend` : int (default: 1)\n",
      "\n",
      "    Integer to specify the legend location.\n",
      "    No legend if legend is 0.\n",
      "\n",
      "- `markers` : list\n",
      "\n",
      "    Scatterplot markers.\n",
      "\n",
      "- `colors` : str (default 'red,blue,limegreen,gray,cyan')\n",
      "\n",
      "    Comma separated list of colors.\n",
      "\n",
      "**Returns**\n",
      "\n",
      "- `ax` : matplotlib.axes.Axes object\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('../../api_modules/mlxtend.plotting/plot_decision_regions.md', 'r') as f:\n",
    "    print(f.read())"
   ]
  }
 ],
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